666_rmftsa_ladata

Dataset statistics

Number of variables	11
Number of observations	508
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	43.8 KiB
Average record size in memory	88.3 B

Variable types

NUM	11

Reproduction

Analysis started	2020-08-25 00:58:32.661598
Analysis finished	2020-08-25 00:58:51.110651
Duration	18.45 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`Cardiovascular_Mortality` is highly correlated with `Total_Mortality`	High correlation
`Total_Mortality` is highly correlated with `Cardiovascular_Mortality`	High correlation

Total_Mortality
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	483
Unique (%)	95.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	169.04816923366758
Minimum	142.1300048828125
Maximum	231.72999572753903
Zeros	0
Zeros (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	142.1300049
5-th percentile	150.2910034
Q1	159.6350021
median	166.7400055
Q3	176.4124947
95-th percentile	196.4249977
Maximum	231.7299957
Range	89.59999084
Interquartile range (IQR)	16.77749252

Descriptive statistics

Standard deviation	14.18287311
Coefficient of variation (CV)	0.08389841294
Kurtosis	1.782809551
Mean	169.0481692
Median Absolute Deviation (MAD)	8.34500885
Skewness	1.05095701
Sum	85876.46997
Variance	201.1538896

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
151.9199982	3	0.6%
165.2400055	2	0.4%
182.2799988	2	0.4%
184.6699982	2	0.4%
170.2700043	2	0.4%
158.6600037	2	0.4%
163.0299988	2	0.4%
154.4199982	2	0.4%
167.5500031	2	0.4%
182.3699951	2	0.4%
166.5200043	2	0.4%
160.4299927	2	0.4%
161.6399994	2	0.4%
185.6199951	2	0.4%
163.1600037	2	0.4%
157.7599945	2	0.4%
165.4199982	2	0.4%
161.4100037	2	0.4%
180.7799988	2	0.4%
160.8099976	2	0.4%
171.2700043	2	0.4%
166	2	0.4%
165.9799957	2	0.4%
206.9700012	2	0.4%
157.8999939	1	0.2%
Other values (458)	458	90.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
142.1300049	1	0.2%
142.4100037	1	0.2%
143.5399933	1	0.2%
144.0700073	1	0.2%
144.75	1	0.2%
145.1000061	1	0.2%
145.3000031	1	0.2%
145.3200073	1	0.2%
145.3300018	1	0.2%
146.25	1	0.2%

Value	Count	Frequency (%)
231.7299957	1	0.2%
229.3200073	1	0.2%
222.5599976	1	0.2%
216.6699982	1	0.2%
213.8999939	1	0.2%
212.9600067	1	0.2%
212.2400055	1	0.2%
208.2599945	1	0.2%
206.9700012	2	0.4%
206.2599945	1	0.2%

Cardiovascular_Mortality
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	478
Unique (%)	94.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	88.69887787526048
Minimum	68.11000061035156
Maximum	132.03999328613278
Zeros	0
Zeros (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	68.11000061
5-th percentile	74.58000183
Q1	81.90000343
median	87.33000183
Q3	94.36000061
95-th percentile	106.9120007
Maximum	132.0399933
Range	63.92999268
Interquartile range (IQR)	12.45999718

Descriptive statistics

Standard deviation	9.998688157
Coefficient of variation (CV)	0.112726208
Kurtosis	1.018111914
Mean	88.69887788
Median Absolute Deviation (MAD)	6.205001831
Skewness	0.8092612807
Sum	45059.02996
Variance	99.97376486

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
87.33000183	3	0.6%
97.40000153	3	0.6%
74.58000183	2	0.4%
83.30000305	2	0.4%
87.01999664	2	0.4%
87.02999878	2	0.4%
95.29000092	2	0.4%
86.83000183	2	0.4%
89.34999847	2	0.4%
92.83999634	2	0.4%
80.52999878	2	0.4%
82.91000366	2	0.4%
90.48000336	2	0.4%
81.52999878	2	0.4%
92.33999634	2	0.4%
81.16999817	2	0.4%
94.36000061	2	0.4%
85.33000183	2	0.4%
85.51000214	2	0.4%
88.61000061	2	0.4%
85.58999634	2	0.4%
94.19000244	2	0.4%
73.62999725	2	0.4%
83.91999817	2	0.4%
82.47000122	2	0.4%
Other values (453)	456	89.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
68.11000061	1	0.2%
68.45999908	1	0.2%
70.95999908	1	0.2%
71.01999664	1	0.2%
71.5	1	0.2%
71.95999908	1	0.2%
72.05000305	1	0.2%
72.37999725	1	0.2%
72.75	1	0.2%
72.83999634	1	0.2%

Value	Count	Frequency (%)
132.0399933	1	0.2%
126.9499969	1	0.2%
121.1100006	1	0.2%
119.3000031	1	0.2%
118.5899963	1	0.2%
118.1999969	1	0.2%
116.0400009	1	0.2%
115.9899979	1	0.2%
115.9800034	1	0.2%
114.4100037	1	0.2%

Temperature
Real number (ℝ_≥0)

Distinct count	473
Unique (%)	93.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	74.26041332755501
Minimum	50.90999984741211
Maximum	99.87999725341795
Zeros	0
Zeros (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	50.90999985
5-th percentile	60.23899975
Q1	67.23500061
median	74.05500031
Q3	81.48999786
95-th percentile	88.19949951
Maximum	99.87999725
Range	48.96999741
Interquartile range (IQR)	14.25499725

Descriptive statistics

Standard deviation	9.01357783
Coefficient of variation (CV)	0.1213779647
Kurtosis	-0.4415462271
Mean	74.26041333
Median Absolute Deviation (MAD)	7.055000305
Skewness	0.09515390921
Sum	37724.28997
Variance	81.24458529

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
78.61000061	3	0.6%
68.34999847	3	0.6%
63.95000076	3	0.6%
80.23000336	2	0.4%
76.98999786	2	0.4%
73.06999969	2	0.4%
63.90999985	2	0.4%
82.08000183	2	0.4%
69.56999969	2	0.4%
61.90999985	2	0.4%
86.79000092	2	0.4%
75.68000031	2	0.4%
76.38999939	2	0.4%
62.93999863	2	0.4%
69.62999725	2	0.4%
78.48999786	2	0.4%
86.13999939	2	0.4%
77.98999786	2	0.4%
66.09999847	2	0.4%
71.88999939	2	0.4%
64.84999847	2	0.4%
81.48999786	2	0.4%
69.08999634	2	0.4%
66.75	2	0.4%
64.27999878	2	0.4%
Other values (448)	455	89.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
50.90999985	1	0.2%
51.22000122	1	0.2%
51.25999832	1	0.2%
54.84000015	1	0.2%
54.84999847	1	0.2%
55.18000031	1	0.2%
55.33000183	1	0.2%
56.31999969	1	0.2%
56.52000046	1	0.2%
56.68000031	1	0.2%

Value	Count	Frequency (%)
99.87999725	1	0.2%
98.94999695	1	0.2%
97.19999695	1	0.2%
97.15000153	1	0.2%
97.05000305	1	0.2%
96.23000336	1	0.2%
95.33999634	1	0.2%
93.43000031	1	0.2%
92.58999634	1	0.2%
92.55999756	1	0.2%

Relative_Humidity
Real number (ℝ_≥0)

Distinct count	478
Unique (%)	94.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	58.83080704756609
Minimum	17.649999618530273
Maximum	93.01000213623048
Zeros	0
Zeros (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	17.64999962
5-th percentile	36.09799957
Q1	51.83750057
median	60.45999908
Q3	67.125
95-th percentile	74.93249855
Maximum	93.01000214
Range	75.36000252
Interquartile range (IQR)	15.28749943

Descriptive statistics

Standard deviation	11.84406348
Coefficient of variation (CV)	0.2013241714
Kurtosis	0.2911220793
Mean	58.83080705
Median Absolute Deviation (MAD)	7.559997559
Skewness	-0.5695628496
Sum	29886.04998
Variance	140.2818398

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
57.97000122	3	0.6%
70.02999878	2	0.4%
70.83000183	2	0.4%
63.68000031	2	0.4%
46.86999893	2	0.4%
55.27999878	2	0.4%
69.69999695	2	0.4%
61.68000031	2	0.4%
52.18999863	2	0.4%
65.73000336	2	0.4%
65.19000244	2	0.4%
60.77000046	2	0.4%
65.55000305	2	0.4%
59.06999969	2	0.4%
75.36000061	2	0.4%
65.66999817	2	0.4%
55.54999924	2	0.4%
52.79999924	2	0.4%
55.61000061	2	0.4%
65.84999847	2	0.4%
56.68999863	2	0.4%
62.27999878	2	0.4%
68.33999634	2	0.4%
66.38999939	2	0.4%
69.58000183	2	0.4%
Other values (453)	457	90.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
17.64999962	1	0.2%
23.13999939	1	0.2%
26.27000046	1	0.2%
27.5	1	0.2%
27.81999969	1	0.2%
28.37000084	1	0.2%
28.5	1	0.2%
28.69000053	1	0.2%
29.20000076	1	0.2%
29.86000061	1	0.2%

Value	Count	Frequency (%)
93.01000214	1	0.2%
88.30999756	1	0.2%
86.94999695	1	0.2%
85.56999969	1	0.2%
85.33999634	1	0.2%
83.86000061	1	0.2%
81.88999939	1	0.2%
80.37000275	1	0.2%
77.62999725	1	0.2%
77.30999756	1	0.2%

Carbon_Monoxide
Real number (ℝ_≥0)

Distinct count	409
Unique (%)	80.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.909291334039583
Minimum	2.5199999809265137
Maximum	22.38999938964844
Zeros	0
Zeros (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	2.519999981
5-th percentile	3.660500085
Q1	4.96999979
median	6.86500001
Q3	10.07999969
95-th percentile	14.6665
Maximum	22.38999939
Range	19.86999941
Interquartile range (IQR)	5.109999895

Descriptive statistics

Standard deviation	3.762013102
Coefficient of variation (CV)	0.4756447757
Kurtosis	1.161940102
Mean	7.909291334
Median Absolute Deviation (MAD)	2.170000076
Skewness	1.147543664
Sum	4017.919998
Variance	14.15274258

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5.139999866	4	0.8%
5.409999847	3	0.6%
4.659999847	3	0.6%
4.860000134	3	0.6%
4.840000153	3	0.6%
10.18999958	3	0.6%
7.420000076	3	0.6%
4.880000114	3	0.6%
3.880000114	3	0.6%
4.610000134	2	0.4%
3.690000057	2	0.4%
4.739999771	2	0.4%
4.699999809	2	0.4%
11.14999962	2	0.4%
7.360000134	2	0.4%
4.989999771	2	0.4%
6.539999962	2	0.4%
9.079999924	2	0.4%
7.849999905	2	0.4%
14.13000011	2	0.4%
8.409999847	2	0.4%
8.229999542	2	0.4%
12.34000015	2	0.4%
3.460000038	2	0.4%
4.340000153	2	0.4%
Other values (384)	448	88.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.519999981	1	0.2%
2.799999952	1	0.2%
2.839999914	1	0.2%
2.900000095	1	0.2%
2.910000086	1	0.2%
3.019999981	1	0.2%
3.039999962	1	0.2%
3.079999924	1	0.2%
3.170000076	1	0.2%
3.25999999	1	0.2%

Value	Count	Frequency (%)
22.38999939	1	0.2%
22.19000053	1	0.2%
20.54999924	1	0.2%
20.29000092	1	0.2%
20.04999924	1	0.2%
19.95999908	1	0.2%
19.76000023	1	0.2%
19.75	1	0.2%
19.39999962	1	0.2%
19.36000061	1	0.2%

Sulfur_Dioxideglm.LAshumway
Real number (ℝ_≥0)

Distinct count	282
Unique (%)	55.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.8444291371998824
Minimum	0.8600000143051147
Maximum	6.570000171661378
Zeros	0
Zeros (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0.8600000143
5-th percentile	1.430499989
Q1	2.049999952
median	2.74000001
Q3	3.465000033
95-th percentile	4.82650001
Maximum	6.570000172
Range	5.710000157
Interquartile range (IQR)	1.415000081

Descriptive statistics

Standard deviation	1.050619745
Coefficient of variation (CV)	0.3693604919
Kurtosis	0.5755264399
Mean	2.844429137
Median Absolute Deviation (MAD)	0.7150000334
Skewness	0.7892433822
Sum	1444.970002
Variance	1.103801849

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.430000067	8	1.6%
2.75999999	7	1.4%
3.130000114	6	1.2%
2.779999971	5	1.0%
2.24000001	5	1.0%
2.529999971	5	1.0%
1.850000024	5	1.0%
1.860000014	5	1.0%
1.789999962	5	1.0%
2	5	1.0%
2.349999905	4	0.8%
3.640000105	4	0.8%
2.75	4	0.8%
2.390000105	4	0.8%
3.049999952	4	0.8%
2.25999999	4	0.8%
2.49000001	4	0.8%
1.74000001	3	0.6%
1.5	3	0.6%
3.099999905	3	0.6%
3.730000019	3	0.6%
2.279999971	3	0.6%
1.419999957	3	0.6%
3.650000095	3	0.6%
2.809999943	3	0.6%
Other values (257)	400	78.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.8600000143	1	0.2%
1.070000052	1	0.2%
1.100000024	1	0.2%
1.120000005	3	0.6%
1.159999967	1	0.2%
1.169999957	1	0.2%
1.190000057	1	0.2%
1.200000048	1	0.2%
1.24000001	1	0.2%
1.25	1	0.2%

Value	Count	Frequency (%)
6.570000172	1	0.2%
6.53000021	1	0.2%
6.489999771	1	0.2%
6.059999943	1	0.2%
6.039999962	1	0.2%
5.920000076	1	0.2%
5.909999847	2	0.4%
5.650000095	1	0.2%
5.639999866	1	0.2%
5.489999771	1	0.2%

Nitrogen_Dioxide
Real number (ℝ_≥0)

Distinct count	430
Unique (%)	84.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.221240176929264
Minimum	4.139999866485597
Maximum	25.18000030517578
Zeros	0
Zeros (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	4.139999866
5-th percentile	5.823500085
Q1	8.25750041
median	10.55499983
Q3	13.51000023
95-th percentile	19.24550056
Maximum	25.18000031
Range	21.04000044
Interquartile range (IQR)	5.252499819

Descriptive statistics

Standard deviation	4.080036655
Coefficient of variation (CV)	0.3635994409
Kurtosis	0.5264868262
Mean	11.22124018
Median Absolute Deviation (MAD)	2.645000219
Skewness	0.8661272239
Sum	5700.39001
Variance	16.6466991

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
9.819999695	3	0.6%
10	3	0.6%
11.18000031	3	0.6%
7.869999886	3	0.6%
8.640000343	3	0.6%
7.699999809	3	0.6%
10.05000019	3	0.6%
8.600000381	3	0.6%
11.35000038	3	0.6%
8.739999771	3	0.6%
9.699999809	3	0.6%
10.5	2	0.4%
9.859999657	2	0.4%
10.80000019	2	0.4%
9.920000076	2	0.4%
15.90999985	2	0.4%
6.320000172	2	0.4%
7.889999866	2	0.4%
10.69999981	2	0.4%
11.05000019	2	0.4%
10.27000046	2	0.4%
9.949999809	2	0.4%
10.43000031	2	0.4%
13.51000023	2	0.4%
10.82999992	2	0.4%
Other values (405)	447	88.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4.139999866	1	0.2%
4.550000191	1	0.2%
4.559999943	1	0.2%
4.619999886	1	0.2%
4.699999809	1	0.2%
4.78000021	1	0.2%
4.980000019	1	0.2%
4.989999771	1	0.2%
5.090000153	1	0.2%
5.110000134	1	0.2%

Value	Count	Frequency (%)
25.18000031	1	0.2%
24.01000023	1	0.2%
23.96999931	1	0.2%
23.55999947	1	0.2%
23.20000076	1	0.2%
23.10000038	1	0.2%
22.79999924	1	0.2%
22.79000092	1	0.2%
22.20000076	1	0.2%
21.89999962	1	0.2%

Hydrocarbons
Real number (ℝ_≥0)

Distinct count	479
Unique (%)	94.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	50.484153556072805
Minimum	21.56999969482422
Maximum	100.12000274658205
Zeros	0
Zeros (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	21.56999969
5-th percentile	32.1605011
Q1	40.2074995
median	48.2349987
Q3	59.69250107
95-th percentile	75.13750191
Maximum	100.1200027
Range	78.55000305
Interquartile range (IQR)	19.48500156

Descriptive statistics

Standard deviation	13.53358953
Coefficient of variation (CV)	0.2680759917
Kurtosis	0.01261561357
Mean	50.48415356
Median Absolute Deviation (MAD)	8.890001297
Skewness	0.668064363
Sum	25645.95001
Variance	183.1580456

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
59.88000107	3	0.6%
48.86000061	2	0.4%
43.90000153	2	0.4%
60.13000107	2	0.4%
38.29000092	2	0.4%
43.54000092	2	0.4%
45.09999847	2	0.4%
65.55999756	2	0.4%
36.52000046	2	0.4%
54.36000061	2	0.4%
41.72000122	2	0.4%
69.88999939	2	0.4%
36.29999924	2	0.4%
41.29999924	2	0.4%
50.95000076	2	0.4%
64.05999756	2	0.4%
38.63000107	2	0.4%
46.65000153	2	0.4%
63.33000183	2	0.4%
43.77999878	2	0.4%
35.99000168	2	0.4%
53.13999939	2	0.4%
42.99000168	2	0.4%
45.11999893	2	0.4%
58.27000046	2	0.4%
Other values (454)	457	90.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
21.56999969	1	0.2%
26.37000084	1	0.2%
26.54000092	1	0.2%
27.63999939	1	0.2%
27.95000076	1	0.2%
28.20000076	1	0.2%
28.34000015	1	0.2%
28.47999954	1	0.2%
28.69000053	1	0.2%
29.43000031	1	0.2%

Value	Count	Frequency (%)
100.1200027	1	0.2%
91.47000122	1	0.2%
88.80000305	1	0.2%
86.98999786	1	0.2%
86.87000275	1	0.2%
85.30000305	1	0.2%
85.13999939	1	0.2%
84.11000061	1	0.2%
83.37999725	1	0.2%
83.08000183	1	0.2%

Ozone
Real number (ℝ_≥0)

Distinct count	432
Unique (%)	85.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.334448831757223
Minimum	1.1399999856948853
Maximum	22.049999237060547
Zeros	0
Zeros (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	1.139999986
5-th percentile	2.467000031
Q1	4.587500095
median	7.850000143
Q3	11.25500011
95-th percentile	16.17600021
Maximum	22.04999924
Range	20.90999925
Interquartile range (IQR)	6.667500019

Descriptive statistics

Standard deviation	4.445372305
Coefficient of variation (CV)	0.5333732794
Kurtosis	-0.4163811876
Mean	8.334448832
Median Absolute Deviation (MAD)	3.3349998
Skewness	0.5601385292
Sum	4233.900007
Variance	19.76133493

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3.119999886	3	0.6%
5.710000038	3	0.6%
4.639999866	3	0.6%
3.849999905	3	0.6%
9.760000229	3	0.6%
3.069999933	3	0.6%
9.989999771	3	0.6%
2.119999886	3	0.6%
10.67000008	2	0.4%
7.360000134	2	0.4%
10.94999981	2	0.4%
4.150000095	2	0.4%
6.989999771	2	0.4%
14.27999973	2	0.4%
4.980000019	2	0.4%
8.720000267	2	0.4%
6.909999847	2	0.4%
5.150000095	2	0.4%
2.799999952	2	0.4%
8.819999695	2	0.4%
9.43999958	2	0.4%
9.619999886	2	0.4%
4.28000021	2	0.4%
4.800000191	2	0.4%
10.60000038	2	0.4%
Other values (407)	450	88.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.139999986	1	0.2%
1.460000038	1	0.2%
1.590000033	1	0.2%
1.850000024	1	0.2%
1.879999995	1	0.2%
1.889999986	1	0.2%
1.919999957	1	0.2%
1.980000019	1	0.2%
2	1	0.2%
2.00999999	1	0.2%

Value	Count	Frequency (%)
22.04999924	1	0.2%
20.25	1	0.2%
20.18000031	1	0.2%
20.04000092	1	0.2%
19.94000053	1	0.2%
19.86000061	1	0.2%
19.59000015	1	0.2%
19.37000084	1	0.2%
19.12000084	1	0.2%
18.87999916	1	0.2%

Particulates
Real number (ℝ_≥0)

Distinct count	494
Unique (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	47.4132085559875
Minimum	20.25
Maximum	97.94000244140624
Zeros	0
Zeros (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	20.25
5-th percentile	27.01899977
Q1	35.85000038
median	44.25
Q3	57.54249954
95-th percentile	74.43199883
Maximum	97.94000244
Range	77.69000244
Interquartile range (IQR)	21.69249916

Descriptive statistics

Standard deviation	15.13825563
Coefficient of variation (CV)	0.3192835095
Kurtosis	-0.4569357275
Mean	47.41320856
Median Absolute Deviation (MAD)	10.72000122
Skewness	0.5729688176
Sum	24085.90995
Variance	229.1667834

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
32.25999832	3	0.6%
39.47000122	2	0.4%
45.54000092	2	0.4%
38.50999832	2	0.4%
37.25999832	2	0.4%
33.95999908	2	0.4%
39.15999985	2	0.4%
70.12999725	2	0.4%
57.52999878	2	0.4%
42.61999893	2	0.4%
32.68999863	2	0.4%
48.68999863	2	0.4%
54.20000076	2	0.4%
28.94000053	1	0.2%
53.77999878	1	0.2%
42.04000092	1	0.2%
34.02999878	1	0.2%
41.45999908	1	0.2%
75.04000092	1	0.2%
27.26000023	1	0.2%
49.90000153	1	0.2%
37.06999969	1	0.2%
36.50999832	1	0.2%
69.01000214	1	0.2%
40.61000061	1	0.2%
Other values (469)	469	92.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20.25	1	0.2%
21.79999924	1	0.2%
22.75	1	0.2%
23.48999977	1	0.2%
23.68000031	1	0.2%
24.23999977	1	0.2%
24.29000092	1	0.2%
24.46999931	1	0.2%
24.54999924	1	0.2%
24.60000038	1	0.2%

Value	Count	Frequency (%)
97.94000244	1	0.2%
87.01999664	1	0.2%
86.54000092	1	0.2%
84.95999908	1	0.2%
84.62999725	1	0.2%
84.23000336	1	0.2%
83.30999756	1	0.2%
82.91999817	1	0.2%
82.84999847	1	0.2%
81.76000214	1	0.2%

target
Real number (ℝ_≥0)

Distinct count	365
Unique (%)	71.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.386515750659733
Minimum	4.150000095367432
Maximum	30.43000030517578
Zeros	0
Zeros (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	4.150000095
5-th percentile	5.460000038
Q1	6.667500019
median	7.760000229
Q3	9.182500124
95-th percentile	13.7005002
Maximum	30.43000031
Range	26.28000021
Interquartile range (IQR)	2.515000105

Descriptive statistics

Standard deviation	2.866401634
Coefficient of variation (CV)	0.3417869493
Kurtosis	12.72395634
Mean	8.386515751
Median Absolute Deviation (MAD)	1.255000114
Skewness	2.748804864
Sum	4260.350001
Variance	8.216258328

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
6.559999943	5	1.0%
6.389999866	4	0.8%
6.190000057	4	0.8%
7.889999866	4	0.8%
6.940000057	4	0.8%
7.800000191	4	0.8%
9.079999924	4	0.8%
5.230000019	3	0.6%
8.600000381	3	0.6%
5.150000095	3	0.6%
8.850000381	3	0.6%
7.420000076	3	0.6%
9.029999733	3	0.6%
6.53000021	3	0.6%
6.650000095	3	0.6%
9.180000305	3	0.6%
7.409999847	3	0.6%
8.029999733	3	0.6%
8.239999771	3	0.6%
7.380000114	3	0.6%
9.369999886	3	0.6%
6.71999979	3	0.6%
6.510000229	3	0.6%
7.559999943	3	0.6%
9.199999809	2	0.4%
Other values (340)	426	83.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4.150000095	1	0.2%
4.239999771	1	0.2%
4.440000057	1	0.2%
4.539999962	1	0.2%
4.559999943	1	0.2%
4.570000172	1	0.2%
4.800000191	1	0.2%
4.820000172	1	0.2%
4.889999866	1	0.2%
5.150000095	3	0.6%

Value	Count	Frequency (%)
30.43000031	1	0.2%
26.23999977	1	0.2%
22.98999977	1	0.2%
22.95000076	1	0.2%
19.86000061	1	0.2%
18.92000008	1	0.2%
17.92000008	1	0.2%
17.78000069	1	0.2%
17.07999992	1	0.2%
16.61000061	1	0.2%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	Total_Mortality	Cardiovascular_Mortality	Temperature	Relative_Humidity	Carbon_Monoxide	Sulfur_Dioxideglm.LAshumway	Nitrogen_Dioxide	Hydrocarbons	Ozone	Particulates	target
0	183.630005	97.849998	72.379997	29.200001	11.51	3.37	9.64	45.790001	6.69	72.720001	11.90
1	191.050003	104.639999	67.190002	67.510002	8.92	2.59	10.05	43.900002	6.83	49.599998	10.75
2	180.089996	94.360001	62.939999	61.419998	9.48	3.29	7.80	32.180000	4.98	55.680000	9.33
3	184.669998	98.050003	72.489998	58.990002	10.28	3.04	13.39	40.430000	9.25	55.160000	9.54
4	173.600006	95.849998	74.250000	34.799999	10.57	3.39	11.90	48.529999	9.15	66.019997	8.27
5	183.729996	95.980003	67.879997	66.779999	7.99	2.57	10.11	48.610001	8.80	44.009998	7.55
6	171.789993	88.629997	74.199997	35.160000	10.51	2.35	9.49	38.759998	7.42	47.830002	9.12
7	177.949997	90.849998	74.879997	55.860001	9.84	3.38	10.72	45.189999	10.68	43.599998	7.76
8	180.009995	92.059998	64.169998	52.680000	6.61	1.50	5.77	31.650000	5.85	24.990000	7.47
9	163.710007	88.750000	67.089996	50.939999	7.90	2.56	7.43	40.200001	7.63	40.410000	7.44

Last rows

	Total_Mortality	Cardiovascular_Mortality	Temperature	Relative_Humidity	Carbon_Monoxide	Sulfur_Dioxideglm.LAshumway	Nitrogen_Dioxide	Hydrocarbons	Ozone	Particulates	target
498	168.089996	81.169998	90.930000	56.730000	5.80	2.55	14.340000	56.150002	22.049999	63.599998	8.62
499	171.029999	83.910004	93.430000	43.009998	8.37	2.83	17.780001	60.130001	19.860001	57.529999	6.48
500	173.380005	82.360001	90.160004	52.160000	6.60	2.05	15.100000	53.720001	16.379999	54.970001	10.94
501	154.419998	79.739998	80.379997	57.310001	4.34	1.57	9.730000	40.009998	6.990000	47.220001	8.25
502	149.220001	73.459999	82.370003	58.770000	7.75	2.28	14.400000	53.770000	11.890000	69.139999	7.88
503	160.559998	79.029999	75.349998	70.029999	4.74	1.72	9.100000	41.220001	7.510000	42.169998	9.88
504	152.429993	76.559998	72.290001	66.889999	5.76	1.49	9.270000	43.779999	5.380000	45.590000	7.96
505	165.139999	78.519997	75.680000	56.150002	8.45	1.89	14.990000	54.610001	9.020000	70.720001	8.69
506	168.429993	89.430000	73.330002	45.730000	8.24	1.63	11.660000	52.930000	5.620000	57.580002	8.79
507	171.339996	85.489998	70.519997	60.669998	8.01	1.58	11.950000	54.360001	5.760000	62.610001	10.11

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows